Asymmetry of the Relative Entropy in the Regularization of Empirical Risk Minimization

Francisco Daunas; Iñaki Esnaola; Samir M. Perlaza; H. Vincent Poor

doi:10.1109/tit.2025.3565706

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Asymmetry of the Relative Entropy in the Regularization of Empirical Risk Minimization

Francisco Daunas Iñaki Esnaola Samir M. Perlaza H. Vincent Poor

Year: 2025 Journal: IEEE Transactions on Information Theory Vol: 71 (8)Pages: 6198-6226 Publisher: Institute of Electrical and Electronics Engineers

DOI: 10.1109/tit.2025.3565706

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Keywords:

Asymmetry Minification Entropy (arrow of time) Mathematics Kullback–Leibler divergence Regularization (linguistics) Statistical physics Econometrics Statistics Mathematical optimization Computer science Physics Artificial intelligence Thermodynamics

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Risk and Portfolio Optimization

Social Sciences → Decision Sciences → Management Science and Operations Research

Asymmetry of the Relative Entropy in the Regularization of Empirical Risk Minimization

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